servicesAI Installation & Operations
We help your team get AI running the right way from day one, with patient guidance, clean setup, and clear runbooks so everyone can use it confidently.
applications
Tools & platforms we work with

OpenClaw
- background
- An open AI workflow/runtime option for local or cloud deployment.
- solves
- Helps teams run AI tools in a controlled environment with clearer setup and access management.

Dify
- background
- A platform for orchestrating and operating LLM apps and agents.
- solves
- Helps teams ship AI assistants faster with repeatable deployment and monitoring workflows.
visit →case studiesWhat we've shipped
Real engagements, summarized. Client names anonymized when applicable.
RAG Support Agent in Production
- client need
- Support team needed faster response at scale while keeping answer quality stable.
- what we did
- Built and deployed a multi-agent RAG support system with custom tools and a human-vs-AI comparison loop for continuous retraining.
- outcome
- Handled 3K+ tickets per month, reduced average response time by 45%, and improved resolution accuracy by 30%.
LLM Optimization Pipeline
- client need
- Agent decisions lacked consistency across complex scenarios.
- what we did
- Fine-tuned with DPO/RLHF, implemented feedback-driven self-optimization, and deployed through an operational AI workflow platform.
- outcome
- Model decision accuracy reached 95% with stronger robustness in production.
other services
Related work we also do
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